Adjusting the middle to fit the frame
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Canada promoted middle power status and diplomacy, based on wartime contributions and post-war planning during World War II. Conditioning this role was Canada’s Atlantic position between its former colonial master, Great Britain and its United States ally to the south. Anglo-American values about rules-based order anchored in democracy and the rule of law explicitly informed global order, as did memories of the Great Depression and the failure of the League of Nations. Canada conceded special status for great powers as the price for a universal order but avidly promoted a rules-based system with status proportional to contributions. Canada was an early sponsor of the People’s Republic of China’s international participation but its rise to global status and the eclipse of United States power challenges Canada’s vision of middle power diplomacy. Uncertainty, unfamiliarity and distrust about Chinese and American commitment to a rules-based order inhibits deeper engagement and challenge liberal internationalist diplomacy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it